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NeuronFeed

AI Agent Readiness Leaderboard

Which AI tools actually work with AI-agent workflows? We score every tool on 6 dimensions: MCP endpoint, public API, webhooks, developer docs, SDKs, and auth. Total out of 100. Automated weekly rechecks keep the scores current.

Scored
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2662 tools.

Ranked tools

  1. #1801 · Liminal

    AI tools that turn building your own RPG into a game

    10Agent
  2. #1802 · Dex

    AI talent agent matching elite AI and software engineers with hiring companies

    10Agent
  3. #1803 · Cambio

    Agentic AI platform for commercial real estate operations and compliance

    10Agent
  4. #1804 · Tidalwave

    Agentic AI for mortgage origination and borrower onboarding

    10Agent
  5. #1805 · Metafoodx

    AI 3D food scanning to cut commercial kitchen waste and ensure compliance

    10Agent
  6. #1806 · Theo Ai

    Predictive AI that forecasts litigation outcomes and settlement values for legal teams.

    10Agent
  7. #1807 · Wexler

    AI fact intelligence and real-time fact-checking for complex litigation.

    10Agent
  8. #1808 · 14.ai

    AI-native customer support agency replacing support teams for startups

    10Agent
  9. #1809 · Vultron

    Agentic AI operating system for federal contractors and proposals

    10Agent
  10. #1810 · Contoro Robotics

    AI-powered robots for autonomous trailer and container unloading

    10Agent
  11. #1811 · Oboe

    AI platform that generates a full course on anything you want to learn

    10Agent
  12. #1812 · Yoodli

    AI roleplay and communication coaching for experiential learning

    10Agent
  13. #1813 · SchoolAI

    Safe, student-centered AI tools for teachers and classrooms

    10Agent
  14. #1814 · AlertD

    Agentic AI for SRE and DevOps that surfaces AWS insights in plain language

    10Agent
  15. #1815 · Hestus

    An AI copilot that automates the most tedious parts of CAD

    10Agent
  16. #1816 · Devotion

    AI-powered influencer marketing for high-volume creator programs

    10Agent
  17. #1817 · Gizmo

    Get addicted to learning with AI flashcards and gamified quizzes

    10Agent
  18. #1818 · First Voyage

    Momo: a digital pet that helps you build habits and self-care

    10Agent
  19. #1819 · GridBank

    Turn the everyday videos in your camera roll into passive income

    10Agent
  20. #1820 · Capstan Medical

    Robotic and catheter-delivered implants for minimally invasive heart valve repair

    10Agent
  21. #1821 · XCath

    Next-generation endovascular robotics and steerable neurovascular guidewires

    10Agent
  22. #1822 · VideaHealth

    FDA-cleared dental AI that detects disease on X-rays in real time

    10Agent
  23. #1823 · Walla

    AI-powered studio performance software for boutique fitness

    10Agent
  24. #1824 · NewDays

    Seattle-based cognitive health company that uses generative AI to treat people with mild

    10Agent

FAQ

›What is MCP?

Model Context Protocol — a standard introduced by Anthropic for AI agents to call external tools. Tools that ship MCP endpoints can be used by Claude, ChatGPT Desktop, Cursor, and others without custom plumbing.

›How is the agent-readiness score calculated?

Each tool gets 0-100 across 6 dimensions: public API (30pt), MCP server (25pt), webhooks (15pt), OAuth/delegated auth (10pt), machine-readable docs (10pt), and official SDKs (10pt). Score is the weighted sum, rechecked as profiles are re-enriched. Full reference: /docs/agent-readiness.

›How often are tools rechecked?

Daily for new tools, weekly for the existing leaderboard. Drift in MCP/API surface area is flagged for editorial review before the score updates.

›What counts as agent-ready?

We consider a tool agent-ready if it has at least 3 of: MCP endpoint, public API, webhooks, OAuth2, an SDK, and good docs. Score 60+ generally means an agent can integrate without source-code-level access.

›Why are some tools missing?

We score every published startup in the directory. Stealth-mode and pre-launch tools aren’t scored until they ship a public product.